紀要論文

皮膚病理画像とダーモスコピー画像の関連性の定量化の初期検討

INITIAL STUDY OF QUANTIFYING THE RELATIONSHIP BETWEEN SKIN PATHOLOGY IMAGES AND DERMOSCOPY IMAGES

jpn

24368083

https://doi.org/10.15002/00030764

法政大学大学院理工学研究科

法政大学大学院紀要. 理工学研究科編

65

1

3

2024-03-24

Version of Record

Malignant melanoma is a highly malignant and lethal skin cancer that is often difficult to diagnose even with the use of dermoscopic imaging (D-imaging), a special magnifying glass used by experienced dermatologists. On the other hand, pathological images, which allow the depth structure of the tissue to be confirmed, provide a highly accurate diagnosis, but they are invasive, and in the case of melanoma, a highly malignant skin cancer, the examination itself poses a risk of tumor metastasis. It would be a breakthrough in both dermatology and clinical practice if pathological images could be estimated from D-images of skin surfaces, but no research has been conducted to date due to the difficulty of data collection and the problem itself. In this study, as an initial attempt to quantitatively evaluate the relationship between the two, we attempted to predict the color distribution of sections of D images from pathological images of various skin diseases using a deep learning system and report the initial results.

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